Publications

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  2024 (13)
A decision support system to recommend appropriate therapy protocol for AML patients. Castro, G. A.; Almeida, J. M.; Neto, J. A. M.; and Almeida, T. A. Frontiers In Artificial Intelligence, 7: 1–15. 2024.
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Accelerating discoveries in medicine using distributed vector representations of words. Berto, M. V. V.; Freitas, B. L. D.; Scarton, C.; Neto, J. A. M.; and Almeida, T. A. Expert Systems With Applications, 250: 123566. 2024.
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Efficient Deep Learning for Image Classification: Lighter Preprocessing and Fewer Parameters. Santos, S. F.; Sebe, N.; and Almeida Junior, J. G. In XXXVII Conference on Graphics, Patterns and Images (SIBGRAPI'24), Porto Alegre, RS, Brazil, 2024. Sociedade Brasileira de Computação (SBC)
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Exploiting the Segment Anything Model (SAM) for Lung Segmentation in Chest X-ray Images. de Carvalho, G. B.; and Almeida Junior, J. G. In Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications (CIARP'24), Berlin-Heidelberg, Germany, 2024. Springer
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Exploring Alternative Data Augmentation Methods in Dysarthric Automatic Speech Recognition. Gracelli, R.; and Almeida Junior, J. G. In 2024 IEEE 37th International Symposium on Computer-Based Medical Systems (CBMS), 2024. IEEE
Exploring Alternative Data Augmentation Methods in Dysarthric Automatic Speech Recognition [link]Paper   doi   link   bibtex  
Impulsionando a descoberta de tratamentos na medicina através da representação distribuída de palavras. Berto, M. V. V.; and Almeida, T. A. In Anais Estendidos do XXX Simpósio Brasileiro de Sistemas Multimídia e Web (WebMedia 2024), 2024.
Impulsionando a descoberta de tratamentos na medicina através da representação distribuída de palavras [link]Paper   doi   link   bibtex  
Lung Segmentation in Chest X-ray Images using the Segment Anything Model (SAM). de Carvalho, G. B.; and Almeida Junior, J. G. In XXXVII Conference on Graphics, Patterns and Images (SIBGRAPI'24), Porto Alegre, RS, Brazil, 2024. Sociedade Brasileira de Computação (SBC)
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Neural Architecture Search for Enhancing Action Video Recognition in Compressed Domains. Lamkowski, P.; Rodrigues, D.; Passos, L. A.; Papa, J. P.; and Almeida Junior, J. G. In 2024 31st International Conference on Systems, Signals and Image Processing (IWSSIP), 2024.
Neural Architecture Search for Enhancing Action Video Recognition in Compressed Domains [link]Paper   doi   link   bibtex  
Residual-based Adaptive Huber Loss (RAHL) - Design of an improved Huber loss for CQI prediction in 5G networks. Kaviani, M.; Almeida Junior, J. G.; and Verdi, F. L. In Anais do XLII Simpósio Brasileiro de Redes de Computadores e Sistemas Distribuídos (SBRC 2024), 2024. Sociedade Brasileira de Computação
Residual-based Adaptive Huber Loss (RAHL) - Design of an improved Huber loss for CQI prediction in 5G networks [link]Paper   doi   link   bibtex  
Strategies for Classifier Selection Based on Genetic Programming for Multimedia Data Recognition. Martarelli, R.; Rodrigues, D.; Pereira, C.; Almeida Junior, J. G.; and Papa, J. In Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2024.
Strategies for Classifier Selection Based on Genetic Programming for Multimedia Data Recognition [link]Paper   doi   link   bibtex   1 download  
TransferAttn: Transferable-guided Attention for Video Domain Adaptation. Sacilotti, A.; Sebe, N.; and Almeida Junior, J. G. In XXXVII Conference on Graphics, Patterns and Images (SIBGRAPI'24), Porto Alegre, RS, Brazil, 2024. Sociedade Brasileira de Computação (SBC)
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Transferable-guided Attention Is All You Need for Video Domain Adaptation. Sacilotti, A.; Santos, S. F.; Sebe, N.; and Almeida Junior, J. G. In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV'25), Washington, DC, USA, 2024. IEEE Computer Society
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Why Ignore Content? A Guideline for Intrinsic Evaluation of Item Embeddings for Collaborative Filtering. Pires, P. R.; Rizzi, B. B.; and Almeida, T. A. In Proceedings of the 30th Brazilian Symposium on Multimedia and the Web (WebMedia 2024), 2024.
Why Ignore Content? A Guideline for Intrinsic Evaluation of Item Embeddings for Collaborative Filtering [link]Paper   doi   link   bibtex  
  2023 (6)
An explainable model to support the decision about the therapy protocol for AML. Almeida, J. M.; Castro, G. A.; Neto, J. A. M.; and Almeida, T. A. In Proceedings of the 12th Brazilian Conference on Intelligent Systems (BRACIS?23), 2023.
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Análise crítica da produção científica sobre a inteligência artificial e a avaliação do ciclo de vida de produtos. Salla, J. V. E.; Mergulhão, R. C.; Almeida, T. A.; and Silva, D. A. L. In Anais do XXX Simpósio de Engenharia de Produção (SIMPEP'23), 2023.
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Budget-Aware Pruning for Multi-Domain Learning. Santos, S. F.; Berriel, R.; Oliveira-Santos, T.; Sebe, N.; and Almeida Junior, J. G. In Image Analysis and Patterns (ICIAP'23), Heidelberg, Germany, 2023. Springer
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Open Set Domain Adaptation Methods in Deep Networks for Image Recognition. Silva, L. F. A.; and Almeida Junior, J. G. In Anais Estendidos da XXXVI Conference on Graphics, Patterns and Images (SIBRAPI Estendido 2023), 2023. Sociedade Brasileira de Computação - SBC
Open Set Domain Adaptation Methods in Deep Networks for Image Recognition [link]Paper   doi   link   bibtex  
Productive Crop Field Detection: A New Dataset and Deep Learning Benchmark Results. Nascimento, E.; Just, J.; Almeida, J.; and Almeida, T. A. IEEE Geoscience and Remote Sensing Letters, 20: 1–5. 2023.
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Tightening Classification Boundaries in Open Set Domain Adaptation through Unknown Exploitation. Silva, L. F. A.; Sebe, N.; and Almeida Junior, J. G. In 2023 36th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2023. IEEE
Tightening Classification Boundaries in Open Set Domain Adaptation through Unknown Exploitation [link]Paper   doi   link   bibtex  
  2022 (9)
A High-Spatial Resolution Dataset and Few-shot Deep Learning Benchmark for Image Classification. Miranda, M. S.; Silva, L. F. A.; Santos, S. F.; Santiago Junior, V. A.; Korting, T. S.; and Almeida Junior, J. G. In 2022 35th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2022. IEEE
A High-Spatial Resolution Dataset and Few-shot Deep Learning Benchmark for Image Classification [link]Paper   doi   link   bibtex  
An Effective CPT-based Nonintrusive Load Monitoring for Cognitive Meters. de Souza, W. A.; and Almeida, T. A. IEEE Transactions on Smart Grid, 1: 1–10. 2022.
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FastContext: Handling Out-of-Vocabulary Words Using the Word Structure and Context. Silva, R. M.; Lochter, J. V.; Almeida, T. A.; and Yamakami, A. In Proceedings of The 11th Brazilian Conference on Intelligent Systems (BRACIS'22), 2022. Springer
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Incremental learning for fake news detection. Silva, R. M.; Pires, P. R.; and Almeida, T. A. Journal of Information and Data Management - JIDM, 13: 566–579. 2022.
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Interact2Vec: Neural item and user embedding for collaborative filtering. Pires, P. R.; and Almeida, T. A. In Proceedings of The 11th Brazilian Conference on Intelligent Systems (BRACIS'22), 2022. Springer
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Low-budget label query through domain alignment enforcement. Saltori, C.; Rota, P.; Sebe, N.; and Almeida Junior, J. G. Computer Vision and Image Understanding, 222: 103485. 2022.
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Mixup-Based Deep Metric Learning Approaches for Incomplete Supervision. Buris, L. H.; Pedronette, D. C. G.; Papa, J. P.; Almeida Junior, J. G.; Carneiro, G.; and Faria, F. A. In 2022 IEEE International Conference on Image Processing (ICIP), Washington, DC, USA, 2022. IEEE Computer Society
Mixup-Based Deep Metric Learning Approaches for Incomplete Supervision [link]Paper   doi   link   bibtex  
Multi-level out-of-vocabulary words handling approach. Lochter, J. V.; Silva, R. M.; and Almeida, T. A. Knowledge-Based Systems, 1: 108911. 2022.
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Weakly supervised learning based on hypergraph manifold ranking. Presotto, J. G. C.; Santos, S. F.; Valem, L. P.; Faria, F. A.; Papa, J. P.; Almeida Junior, J. G.; and Pedronette, D. C. G. Journal of Visual Communication and Image Representation, 89: 103666. 2022.
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  2021 (8)
From Actions to Events: A Transfer Learning Approach Using Improved Deep Belief Networks. Roder, M.; Almeida Junior, J. G.; Rosa, G. H.; Passos, L. A.; Rossi, A. L.; and Papa, J. P. In 2021 IEEE Symposium Series on Computational Intelligence (SSCI), 2021.
From Actions to Events: A Transfer Learning Approach Using Improved Deep Belief Networks [link]Paper   doi   link   bibtex  
How concept drift can impair the classification of fake news. Silva, R. M.; and Almeida, T. A. In Proceedings of the 9th Symposium on Knowledge Discovery, Mining and Learning (KDMiLe'21), 2021.
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Improving Transferability of Domain Adaptation Networks Through Domain Alignment Layers. Silva, L. F. A.; Pedronette, D. C. G.; Faria, F. A.; Papa, J. P.; and Almeida Junior, J. G. In 2021 34th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2021.
Improving Transferability of Domain Adaptation Networks Through Domain Alignment Layers [link]Paper   doi   link   bibtex  
Inteligência Artificial - Uma Abordagem de Aprendizado de Máquina. Faceli, K.; Lorena, A. C.; Gama, J.; Almeida, T. A.; and Carvalho, A. C. P. L. F. LTC, 2021.
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Less is More: Accelerating Faster Neural Networks Straight from JPEG. Santos, S. F.; and Almeida Junior, J. G. In Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications (CIARP'21), Berlin, Heidelberg, Alemanha, 2021. Springer
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Processo de inovação no desenvolvimento e introdução de novos produtos no mercado brasileiro: estudo de caso em uma empresa brasileira. Bonelli, A. C. B.; and Almeida Junior, J. G. In Práticas de gestão da inovação, pages 102–122. Pimenta Cultural, São Paulo, SP, Brazil, 1 edition, 2021.
Processo de inovação no desenvolvimento e introdução de novos produtos no mercado brasileiro: estudo de caso em uma empresa brasileira [link]Paper   doi   link   bibtex  
Representation Learning for Image Retrieval through 3D CNN and Manifold Ranking. Almeida, L. B.; Pereira-Ferrero, V. H.; Valem, L. P.; Almeida Junior, J. G.; and PEDRONETTE, D. C. G. In 2021 34th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2021. IEEE
Representation Learning for Image Retrieval through 3D CNN and Manifold Ranking [link]Paper   doi   link   bibtex  
Time-Dependent Item Embeddings for Collaborative Filtering. Pires, P. R.; Pascon, A. C.; and Almeida, T. A. In Proceedings of the 10th Brazilian Conference on Intelligent Systems (BRACIS'21), 2021. Springer
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  2020 (9)
Adaptação de Domínio usando Camadas de Alinhamento de Domínio com Várias Fontes. Silva, L. F. A.; and Almeida Junior, J. G. In Anais Estendidos da Conference on Graphics, Patterns and Images (SIBRAPI Estendido 2020), 2020.
Adaptação de Domínio usando Camadas de Alinhamento de Domínio com Várias Fontes [link]Paper   doi   link   bibtex  
Deep Learning Models for Representing Out-of-Vocabulary Words. Lochter, J. V.; Silva, R. M.; and Almeida, T. A. In Proceedings of the 9th Brazilian Conference on Intelligent Systems (BRACIS'20), 2020. Springer
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Dense Captioning using Abstract Meaning Representation. Neto, A. M. A.; Caseli, H. M.; and Almeida, T. A. In Proceedings of the 9th Brazilian Conference on Intelligent Systems (BRACIS'20), 2020. Springer
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Faster and Accurate Compressed Video Action Recognition Straight from the Frequency Domain. Santos, S. F.; and Almeida Junior, J. G. In 2020 33rd SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2020.
Faster and Accurate Compressed Video Action Recognition Straight from the Frequency Domain [link]Paper   doi   link   bibtex  
ML-MDLText: An efficient and lightweight multilabel text classifier with incremental learning. Bittencourt, M. M.; Silva, R. M.; and Almeida, T. A. APPLIED SOFT COMPUTING, 96: 1–15. 2020.
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MS-DIAL: Multi-Source Domain Alignment Layers for Unsupervised Domain Adaptation. Silva, L. F. A.; and Almeida Junior, J. G. In Anais do XVI Workshop de Visão Computacional (WVC 2020), 2020.
MS-DIAL: Multi-Source Domain Alignment Layers for Unsupervised Domain Adaptation [link]Paper   doi   link   bibtex  
OPFSumm: on the video summarization using Optimum-Path Forest. Martins, G. B.; PEREIRA, D. R.; Almeida Junior, J. G.; DE ALBUQUERQUE, V. H. C.; and PAPA, J. P. Multimedia Tools and Applications, 79: 11195–11211. 2020.
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The Good, The Bad, and The Ugly: Neural Networks Straight From JPEG. Santos, S. F.; Sebe, N.; and Almeida Junior, J. G. In 2020 IEEE International Conference on Image Processing (ICIP), 2020.
The Good, The Bad, and The Ugly: Neural Networks Straight From JPEG [link]Paper   doi   link   bibtex  
Towards Automatically Filtering Fake News in Portuguese. Silva, R. M.; Santos, R.; Almeida, T. A.; and PARDO, T. A. S. Expert Systems With Applications, 146: 1–14. 2020.
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  2019 (8)
An optimized unsupervised manifold learning algorithm for manycore architectures. Baldassin, A.; Weng, Y.; Pedronette, D. C. G.; and Almeida Junior, J. G. Information Sciences, 496: 410–430. 2019.
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CV-C3D: Action Recognition on Compressed Videos with Convolutional 3D Networks. Santos, S. F.; Sebe, N.; and Almeida Junior, J. G. In 2019 32nd SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2019. IEEE
CV-C3D: Action Recognition on Compressed Videos with Convolutional 3D Networks [link]Paper   doi   link   bibtex  
Data Characterization for Electrical Load Disaggregation using Supervised Learning. de Souza, W. A.; and Almeida, T. A. In Anais do XV Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'19), 2019. SBC
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GIBIS at MediaEval 2019: Predicting Media Memorability Task. Santos, S. F.; and Almeida Junior, J. G. In MediaEval 2019, Nice, France, 2019. CEUR-WS.org
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Gaussian Mixture Descriptors Learner. Freitas, B. L.; Silva, R. M.; and Almeida, T. A. KNOWLEDGE-BASED SYSTEMS, 188: 105039. 2019.
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Improving distributed vector representation of short and noisy texts in the context of online classification. Silva, R. M.; Lochter, J. V.; and Almeida, T. A. In Anais do XV Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'19), 2019. SBC
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ML-MDLText: A Multilabel Text Categorization Technique with Incremental Learning. Bittencourt, M. M.; Silva, R. M.; and Almeida, T. A. In 2019 8th Brazilian Conference on Intelligent Systems (BRACIS), 2019.
ML-MDLText: A Multilabel Text Categorization Technique with Incremental Learning [link]Paper   doi   link   bibtex  
Multimedia Retrieval through Unsupervised Hypergraph-based Manifold Ranking. Pedronette, D. C. G.; Valem, L. P.; Almeida Junior, J. G.; and da Silva Torres, R. IEEE Transactions On Image Processing, 28: 5824–5838. 2019.
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  2018 (14)
Bag of Attributes for Video Event Retrieval. Duarte, L. A.; Penatti, O. A. B.; and Almeida Junior, J. G. In 2018 31st SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), Washington, DC, USA, 2018. IEEE
Bag of Attributes for Video Event Retrieval [link]Paper   doi   link   bibtex  
Classificação de Gênero de Vídeo usando Fusão de Redes Neurais Convolucionais. Lúcio, V.; and Almeida Junior, J. G. In XXXI Conference on Graphics, Patterns and Images (SIBGRAPI'18), Porto Alegre, RS, Brazil, 2018. Sociedade Brasileira de Computação (SBC)
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Contributions to the Study of Fake News in Portuguese: New Corpus and Automatic Detection Results. Monteiro, R.; Santos, R.; PARDO, T. A. S.; Almeida, T. A.; Ruiz, E. E. S.; and Vale, O. In Proceedings of the 13rd International Conference on the Computational Processing of Portuguese (PROPOR'18), 2018. Springer
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Detecting the presence of meteors in images: new collection and results. Silva, R. M.; Lorena, A. C.; and Almeida, T. A. In Anais do XV Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'18), 2018.
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Edited Nearest Neighbour for Selecting Keyframe Summaries of Egocentric Videos. Kuncheva, L. I.; Yousefi, P.; and Almeida Junior, J. G. Journal of Visual Communication and Image Representation,118–130. 2018.
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Evaluating the impact of corpora used to train distributed text representation models for noisy and short texts. Lochter, J. V.; Pires, P. R.; Bossolani, C.; Yamakami, A.; and Almeida, T. A. In 2018 International Joint Conference on Neural Networks (IJCNN), 2018. IEEE
Evaluating the impact of corpora used to train distributed text representation models for noisy and short texts [link]Paper   doi   link   bibtex  
GIBIS at MediaEval 2018: Predicting Media Memorability Task. Savii, R. M.; Santos, S. F.; and Almeida Junior, J. G. In MediaEval 2018, Sophia Antipolis, France, 2018. CEUR-WS.org
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MDLText aplicado na Filtragem Automática de SPIM e SMS Spam. Silva, R. M.; Almeida, T. A.; and Yamakami, A. iSys - Revista Brasileira de Sistemas de Informação, 11: 1–30. 2018.
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Semantic Indexing-Based Data Augmentation for Filtering Undesired Short Text Messages. Lochter, J. V.; Silva, R. M.; Almeida, T. A.; and Yamakami, A. In 2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA), 2018.
Semantic Indexing-Based Data Augmentation for Filtering Undesired Short Text Messages [link]Paper   doi   link   bibtex  
Towards Automatically Creating Large Labeled Datasets for Training Question Domain Classifiers. Tavares, L. L.; Silva, R. M.; and Almeida, T. A. In 2018 International Joint Conference on Neural Networks (IJCNN), 2018.
Towards Automatically Creating Large Labeled Datasets for Training Question Domain Classifiers [link]Paper   doi   link   bibtex  
Towards automatic filtering of fake reviews. Cardoso, E. F.; Silva, R. M.; and Almeida, T. A. Neurocomputing, 309: 106–116. 2018.
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Towards novelty detection in electronic devices based on their energy consumption. Luz, T. C.; Verdi, F. L.; and Almeida, T. A. Energy Efficiency, 11: 939–953. 2018.
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Unsupervised Similarity Learning through Rank Correlation and kNN Sets. Valem, L. P.; de Oliveira, C. R.; Pedronette, D. C. G.; and Almeida Junior, J. G. ACM Transactions on Multimedia Computing Communications and Applications, 14: 1–23. 2018.
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Unsupervised similarity learning through Cartesian product of ranking references. Valem, L. P.; Pedronette, D. C. G.; and Almeida Junior, J. G. Pattern Recognition Letters, 114: 41–52. 2018.
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  2017 (15)
A Rank Aggregation Framework for Video Interestingness Prediction. Almeida Junior, J. G.; Valem, L. P.; and Pedronette, D. C. G. In Image Analysis and Processing (ICIAP'17), Heidelberg, Germany, 2017. Springer
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A Utilização do Scratch como Ferramenta no Ensino de Pensamento Computacional para Crianças. AONO, A. H.; RODY, H. V. S.; MUSA, D. L.; PEREIRA, V. A.; and Almeida Junior, J. G. In Anais do XXV Workshop sobre Educação em Computação (WEI 2017), 2017. Sociedade Brasileira de Computação - SBC
A Utilização do Scratch como Ferramenta no Ensino de Pensamento Computacional para Crianças [link]Paper   doi   link   bibtex  
Aumentando o poder preditivo de classificadores lineares através de particionamento por classe. Souza, N. A.; Almeida, T. A.; and Sakata, T. C. In Anais do XIV Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'17), 2017.
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BMINSAR: A novel approach for InSAR phase denoising by clustering and block matching. Barreto, T. L. M.; da Silva Rosa, R. A.; Wimmer, C.; Neto, J. R. M.; Bins, L. S. A.; Almeida Junior, J. G.; and Cappabianco, F. A. M. In 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Washington, DC, USA, 2017. IEEE Computer Society
BMINSAR: A novel approach for InSAR phase denoising by clustering and block matching [link]Paper   doi   link   bibtex  
Comparing Keyframe Summaries of Egocentric Videos: Closest-to-Centroid Baseline. Kuncheva, L. I.; Yousefi, P.; and Almeida Junior, J. G. In Image Processing Theory, Tools and Applications (IPTA'17), Washington, DC, USA, 2017. IEEE Computer Society
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Desenvolvimento de uma Ferramenta para Detecção e Classificação de Padrões em Sequências de Imagens de Fenologia. Neto, R. E.; and Almeida Junior, J. G. In XXX Conference on Graphics, Patterns and Images (SIBGRAPI'17), Porto Alegre, RS, Brazil, 2017. Sociedade Brasileira de Computação (SBC)
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Detecção Automática de Opiniões Falsas com base no Conteúdo das Mensagens. Cardoso, E. F.; Almeida, T. A.; and Silva, R. M. In Anais do XIV Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'17), 2017.
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GIBIS at MediaEval 2017: Predicting Media Interestingness Task. Almeida Junior, J. G.; and Savii, R. M. In MediaEval 2017, Dublin, Ireland, 2017. CEUR-WS.org
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Introducing digital cameras to monitor plant phenology in the tropics: applications for conservation. de Costa Alberton, B.; da Silva Torres, R.; Cancian, L. F.; Borges, B. D.; Almeida Junior, J. G.; Mariano, G. C.; Santos, J. A.; and Morellato, L. P. C. Perspectives in Ecology and Conservation, 15: 82–90. 2017.
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MDLText: An Efficient and Lightweight Text Classifier. Silva, R. M.; Almeida, T. A.; and Yamakami, A. Knowledge-Based Systems, 118: 152–164. 2017.
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Nova Metodologia de Filtragem de Ruídos de Imagens de Sensoriamento Remoto por Radar. Barreto, T. L. M.; da Silva Rosa, R. A.; Wimmer, C.; Neto, J. R. M.; Bins, L. S. A.; Almeida Junior, J. G.; Cappabianco, F. A. M.; and Lázaro, J. In Anais do XXVII Congresso Brasileiro de Cartografia, Rio de Janeiro, RJ, Brazil, 2017. Sociedade Brasileira de Cartografia, Geodésia, Fotogrametria e Sensoriamento Remoto
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Protótipo de um Método de Classificação por Descrição Mínima. Freitas, B. L.; Almeida, T. A.; and Silva, R. M. In Anais do XIV Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'17), 2017.
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Rumo à integração de múltiplos QAs de domínio restrito: sistema de classificação de domínio através das perguntas. Tavares, L. L.; Silva, R. M.; and Almeida, T. A. In Anais do XIV Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'17), 2017.
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Towards filtering undesired short text messages using an online learning approach with semantic indexing. Silva, R. M.; Alberto, T. C.; Almeida, T. A.; and YAMAKAMI, A. EXPERT SYSTEMS WITH APPLICATIONS, 83: 314–325. 2017.
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Um Sistema de Fusão de Classificadores Aplicado à Fenologia. Lúcio, V.; Faria, F. A.; and Almeida Junior, J. G. In XXX Conference on Graphics, Patterns and Images (SIBGRAPI'17), Porto Alegre, RS, Brazil, 2017. Sociedade Brasileira de Computação (SBC)
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  2016 (20)
A graph-based ranked-list model for unsupervised distance learning on shape retrieval. Pedronette, D. C. G.; Almeida Junior, J. G.; and da Silva Torres, R. Pattern Recognition Letters, 83: 357–367. 2016.
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Bag of Genres for Video Retrieval. Duarte, L. A.; Penatti, O. A. B.; and Almeida Junior, J. G. In 2016 29th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), Washington, DC, USA, 2016. IEEE Computer Society
Bag of Genres for Video Retrieval [link]Paper   doi   link   bibtex  
Classification of Detected Changes from Multi-Temporal High-Res Xband SAR Images: Intensity and Texture descriptors from SuperPixels. Barreto, T. L. M.; da Silva Rosa, R. A.; Wimmer, C.; Neto, J. R. M.; Bins, L. S. A.; Cappabianco, F. A. M.; and Almeida Junior, J. G. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9: 5436–5448. 2016.
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Compression-based spam filter. Almeida, T. A.; and Yamakami, A. Security and Communication Networks, 9: 327–335. 2016.
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Deforestation change detection using high-resolution multi-temporal X-Band SAR images and supervised learning classification. Barreto, T. L. M.; da Silva Rosa, R. A.; Wimmer, C.; Junior, J. B. N.; Almeida Junior, J. G.; and Cappabianco, F. A. M. In 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2016. IEEE
Deforestation change detection using high-resolution multi-temporal X-Band SAR images and supervised learning classification [link]Paper   doi   link   bibtex  
Detecção Automática de SPIM e SMS Spam usando Método baseado no Princípio da Descrição mais Simples. Silva, R. M.; Almeida, T. A.; and Yamakami, A. In Anais do XIII Encontro Nacional de Inteligência Artificial e Computacional, 2016.
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Estimating Accurate Water Levels for Rivers and Reservoirs by using SAR Products: A Multitemporal Analysis. Barreto, T. L. M.; Almeida Junior, J. G.; and Cappabianco, F. A. M. Pattern Recognition Letters, 83: 224–233. 2016.
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Filtrando Comentários do YouTube através de Classificação Online baseada no Princípio MDL e Indexação Semântica. Silva, R. M.; Alberto, T. C.; Almeida, T. A.; and Yamakami, A. In Anais do XIII Encontro Nacional de Inteligência Artificial e Computacional, 2016.
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Fusion of Time Series Representations for Plant Recognition in Phenology Studies. Faria, F. A.; Almeida Junior, J. G.; de Costa Alberton, B.; Morellato, L. P. C.; and da Silva Torres, R. Pattern Recognition Letters, 83: 205–214. 2016.
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Modeling plant phenology database: Blending near-surface remote phenology with on-the-ground observations. Mariano, G. C.; Morellato, L. P. C.; Almeida Junior, J. G.; de Costa Alberton, B.; de Camargo, M. G. G.; and da Silva Torres, R. Ecological Engineering, 91: 396–408. 2016.
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PhenoVis - A Tool for Visual Phenological Analysis of Digital Camera Images Using Chronological Percentage Maps. Leite, R. A.; Schnorr, L. M.; Almeida Junior, J. G.; de Costa Alberton, B.; Morellato, L. P. C.; da Silva Torres, R.; and Comba, J. L. D. Information Sciences,181–195. 2016.
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Phenological Visual Rhythms: Compact Representations for Fine-Grained Plant Species Identification. Almeida Junior, J. G.; Santos, J. A.; de Costa Alberton, B.; Morellato, L. P. C.; and da Silva Torres, R. Pattern Recognition Letters, 81: 90–100. 2016.
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RECOD @ Placing Task of MediaEval 2016: A Ranking Fusion Approach for Geographic-Location Prediction of Multimedia Objects. Munoz, J. A. V.; Li, L. T.; Dourado, Í. C.; Nogueira, K.; Fadel, S. G.; Penatti, O. A. B.; Almeida Junior, J. G.; Pereira, L. A. M.; Calumby, R. T.; Santos, J. A.; and da Silva Torres, R. In MediaEval 2016, Hilversum, The Netherlands, 2016. CEUR-WS.org
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Recod @ MediaEval 2016: Diverse Social Images Retrieval. Ferreira, C. D.; Calumby, R. T.; do Carmo Araujo, I. B. A.; Dourado, Í. C.; Munoz, J. A. V.; Penatti, O. A. B.; Li, L. T.; Almeida Junior, J. G.; and da Silva Torres, R. In MediaEval 2016, Hilversum, The Netherlands, 2016. CEUR-WS.org
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Short Text Opinion Detection using Ensemble of Classifiers and Semantic Indexing. Lochter, J. V.; Zanetti, R. F.; Reller, D.; and Almeida, T. A. Expert Systems with Applications, 62: 243–249. 2016.
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Temporal-and Spatial-Driven Video Summarization Using Optimum-Path Forest. Martins, G. B.; Papa, J. P.; and Almeida Junior, J. G. In 2016 29th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), Washington, DC, USA, 2016. IEEE Computer Society
Temporal-and Spatial-Driven Video Summarization Using Optimum-Path Forest [link]Paper   doi   link   bibtex  
Text normalization and semantic indexing to enhance Instant Messaging and SMS spam filtering. Almeida, T. A.; SILVA, T. P.; SANTOS, I.; and GÓMEZ HIDALGO, J. M. Knowledge-Based Systems, 108: 25–32. 2016.
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Time Series-based Classifier Fusion for Fine-Grained Plant Species Recognition. Faria, F. A.; Almeida Junior, J. G.; de Costa Alberton, B.; Morellato, L. P. C.; de Rezende Rocha, A.; and da Silva Torres, R. Pattern Recognition Letters, 81: 101–109. 2016.
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UNIFESP at MediaEval 2016: Predicting Media Interestingness Task. Almeida Junior, J. G. In MediaEval 2016, Hilversum, The Netherlands, 2016. CEUR-WS.org
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Unsupervised Distance Learning for Plant Species Identification. Almeida Junior, J. G.; Pedronette, D. C. G.; de Costa Alberton, B.; Morellato, L. P. C.; and da Silva Torres, R. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9: 5325–5338. 2016.
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  2015 (15)
Deriving Vegetation Indices for Phenology Analysis usingGenetic Programming. Almeida Junior, J. G.; Santos, J. A.; de Oliveira Miranda, W.; de Costa Alberton, B.; Morellato, L. P. C.; and da Silva Torres, R. Ecological Informatics (Print), 26: 61–69. 2015.
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Detecção de Novidades em Aparelhos Eletrônicos através do Monitoramento do Consumo de Energia. Luz, T. C.; Almeida, T. A.; and Verdi, F. L. In Proceedings of the XII Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'15), 2015.
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Detecção de Opinião em Mensagens Curtas usando Comitê de Classificadores e Indexação Semântica. Lochter, J. V.; Zanetti, R. F.; and Almeida, T. A. In Proceedings of the XII Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'15), 2015.
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Effective, Efficient, and Scalable Unsupervised Distance Learning in Image Retrieval Tasks. Valem, L. P.; Pedronette, D. C. G.; da Silva Torres, R.; Borin, E.; and Almeida Junior, J. G. In Proceedings of the 5th ACM on International Conference on Multimedia Retrieval - ICMR '15, 2015.
Effective, Efficient, and Scalable Unsupervised Distance Learning in Image Retrieval Tasks [link]Paper   doi   link   bibtex  
FISIR: A Flexible Framework for Interactive Search in Image Retrieval Systems. Cáceres, S. M. P.; Almeida Junior, J. G.; Baranauskas, M. C. C.; and da Silva Torres, R. In Multimedia Modelling (MMM'15), Berlin, Heidelberg, Alemanha, 2015. Springer
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Facing The Challenges Of Tracking Tropical Phenology At Several Scales In Time And Space. Morellato, L. P. C.; Silva, T. S. F.; Streher, A. S.; de Costa Alberton, B.; Almeida Junior, J. G.; Santos, J. A.; Cancian, L. F.; Borges, B. D.; Mariano, G. C.; and da Silva Torres, R. In Proceedings of the AGU Fall Meeting 2015, San Francisco, CA, USA, 2015. American Geophysical Union
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Filtragem Automática de Spam nos Comentários do YouTube. Alberto, T. C.; Lochter, J. V.; and Almeida, T. A. In Proceedings of the XII Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'15), 2015.
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Growing Seasons Detected by Digital Cameras Along Five Seasonal Vegetation in the Tropics. de Costa Alberton, B.; Almeida Junior, J. G.; Borges, B. D.; Corrêa, M. M.; de Moura, M. S. B.; Silva, T. S. F.; da Silva Torres, R.; and Morellato, L. P. C. In Phenology 2015, 2015.
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Leafing Patterns and Climate Correlations in a Cerrado Vegetation. de Costa Alberton, B.; Almeida Junior, J. G.; da Silva Torres, R.; Silva, T. S. F.; and Morellato, L. P. C. In 66o Congresso Nacional de Botânica, 2015.
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Quanto mais simples, melhor! Categorização de Textos baseada na Navalha de Occam. Silva, R. M.; Yamakami, A.; and Almeida, T. A. In Proceedings of the XII Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'15), 2015.
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RECOD at Placing Task of MediaEval 2015. Li, L. T.; Munoz, J. A. V.; Almeida Junior, J. G.; Calumby, R. T.; Penatti, O. A. B.; Dourado, Í. C.; Nogueira, K.; Júnior, P. R. M.; Pereira, L. A. M.; Pedronette, D. C. G.; Santos, J. A.; Gonçalves, M. A.; and da Silva Torres, R. In MediaEval 2015, Wurzen, Germany, 2015. CEUR-WS.org
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Recod at MediaEval 2015: Diverse Social Images Retrieval. Calumby, R. T.; do Carmo Araujo, I. B. A.; Santana, V. P.; Munoz, J. A. V.; Penatti, O. A. B.; Li, L. T.; Almeida Junior, J. G.; Chiachia, G.; Gonçalves, M. A.; and da Silva Torres, R. In MediaEval 2015, Wurzen, Germany, 2015. CEUR-WS.org
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SMS Spam Filtering Through Optimum-Path Forest-Based Classifiers. Fernandes, D.; Costa, K. A.; Almeida, T. A.; and Papa, J. P. In 2015 IEEE 14th International Conference on Machine Learning and Applications (ICMLA), 2015.
SMS Spam Filtering Through Optimum-Path Forest-Based Classifiers [link]Paper   doi   link   bibtex  
Storing Phenological Data: A Proposal of Database Especially Suited for Tropical Vegetation. Mariano, G. C.; Morellato, L. P. C.; Almeida Junior, J. G.; de Costa Alberton, B.; de Camargo, M. G. G.; and da Silva Torres, R. In Phenology 2015, 2015.
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Supervised Video Genre Classification Using Optimum-Path Forest. Martins, G. B.; Almeida Junior, J. G.; and Papa, J. P. In Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications (CIARP'15), Berlin, Heidelberg, Alemanha, 2015. Springer
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  2014 (14)
A Rank Aggregation Framework for Video Multimodal Geocoding. Li, L. T.; Pedronette, D. C. G.; Almeida Junior, J. G.; Penatti, O. A. B.; Calumby, R. T.; and da Silva Torres, R. Multimedia Tools and Applications, 73: 1323–1359. 2014.
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A Scalable Re-Ranking Method for Content-Based Image Retrieval. Pedronette, D. C. G.; Almeida Junior, J. G.; and da Silva Torres, R. Information Sciences, 265: 91–104. 2014.
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Análise de métodos de aprendizado de máquina para detecção de opinião. Zanetti, R. F.; and Almeida, T. A. In Anais do XXII Congresso de Iniciação Científica e Tecnológica (CIC'14), 2014.
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Applying machine learning based on multiscale classifiers to detect remote phenology patterns in Cerrado savanna trees. Almeida Junior, J. G.; Santos, J. A.; de Costa Alberton, B.; da Silva Torres, R.; and Morellato, L. P. C. Ecological Informatics (Print), 23: 49–61. 2014.
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Can the Online Social Networks Be Used as a Learning Tool? A Case Study in Twitter. Zaina, L. A. M.; Almeida, T. A.; and Torres, G. M. In Communications in Computer and Information Science, pages 114–123. Springer International Publishing, 1 edition, 2014.
Can the Online Social Networks Be Used as a Learning Tool? A Case Study in Twitter [link]Paper   doi   link   bibtex  
Detecção Automática de Spammers em Redes Sociais. Campanha, J. M.; Lochter, J. V.; and Almeida, T. A. In Anais do XI Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'14), 2014.
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Evaluation of Time Series Distance Functions in the Task of Detecting Remote Phenology Patterns. Conti, J. C.; Faria, F. A.; Almeida Junior, J. G.; de Costa Alberton, B.; Morellato, L. P. C.; Júnior, L. C.; and da Silva Torres, R. In 2014 22nd International Conference on Pattern Recognition, 2014.
Evaluation of Time Series Distance Functions in the Task of Detecting Remote Phenology Patterns [link]Paper   doi   link   bibtex  
Multimedia Geocoding: The RECOD 2014 Approach. Li, L. T.; Penatti, O. A. B.; Almeida Junior, J. G.; Chiachia, G.; Calumby, R. T.; Júnior, P. R. M.; Pedronette, D. C. G.; and da Silva Torres, R. In MediaEval 2014, Barcelona, Spain, 2014. CEUR-WS.org
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Normalização Textual e Indexação Semântica Aplicadas na Filtragem de SMS Spam. da Silva, T. P.; Santos, I.; Almeida, T. A.; and Hidalgo, J. M. G. In Anais do XI Encontro Nacional de Inteligência Artificial e Computacional (ENIAC'14), 2014.
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Phenological Event Detection by Visual Rhythms Dissimilarity Analysis. Santos, L. C. B.; Almeida Junior, J. G.; Santos, J. A.; Guimarães, S. J. F.; de Albuquerque Araújo, A.; de Costa Alberton, B.; Morellato, L. P. C.; and da Silva Torres, R. In 2014 IEEE 10th International Conference on e-Science, 2014.
Phenological Event Detection by Visual Rhythms Dissimilarity Analysis [link]Paper   doi   link   bibtex  
Static Video Summarization Through Optimum-Path Forest Clustering. Martins, G. B.; Afonso, L. C. S.; Osaku, D.; Almeida Junior, J. G.; and Papa, J. P. In Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications (CIARP'14), Berlin, Heidelberg, Alemanha, 2014. Springer
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Unsupervised Manifold Learning for Video Genre Retrieval. Almeida Junior, J. G.; Pedronette, D. C. G.; and Penatti, O. A. B. In Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications (CIARP'14), Berlin, Heidelberg, Alemanha, 2014. Springer
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Using phenological cameras to track the green up in a cerrado savanna and its on-the-ground validation. de Costa Alberton, B.; Almeida Junior, J. G.; Henneken, R.; da Silva Torres, R.; Menzel, A.; and Morellato, L. P. C. Ecological Informatics (Print), 19: 62–70. 2014.
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e-Phenology: Monitoring Leaf Phenology and Tracking Climate Changes in the Tropics. Morellato, L. P. C.; de Costa Alberton, B.; Almeida Junior, J. G.; Santos, J. A.; Mariano, G. C.; and da Silva Torres, R. In EGU General Assembly 2014, 2014.
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  2013 (13)
A Framework for Semantic Annotation of Phenology Image Components. Muraro, É.; Mariano, G. C.; Kozievitch, N. P.; Almeida Junior, J. G.; Santos, J. A.; da Silva Torres, R.; de Costa Alberton, B.; and Morellato, L. P. C. In International Conference on Digital Libraries (ICDL'13), 2013.
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A Multiple Labeling-Based Optimum-Path Forest for Video Content Classification. Pereira, L. A. M.; Papa, J. P.; Almeida Junior, J. G.; da Silva Torres, R.; and Amorim, W. P. In 2013 XXVI Conference on Graphics, Patterns and Images, 2013. IEEE
A Multiple Labeling-Based Optimum-Path Forest for Video Content Classification [link]Paper   doi   link   bibtex  
Aprendizado de Máquina Aplicado na Detecção Automática de Comentários Indesejados. Alberto, T. C.; and Almeida, T. A. In Proceedings of the 2013 X Encontro Nacional de Inteligência Artificial (ENIAC'13), 2013.
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Contribuições ao Combate do Web Spamming: Análise de Desempenho de Métodos. Vaz, A. G.; and Almeida, T. A. In Anais do XX Congresso de Iniciação Científica (CIC'13), 2013.
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Learning to Block Undesired Comments in the Blogosphere. Almeida, T. A.; and ALBERTO, T. C. In 2013 12th International Conference on Machine Learning and Applications, 2013. IEEE
Learning to Block Undesired Comments in the Blogosphere [link]Paper   doi   link   bibtex  
Machine Learning Methods for Spamdexing Detection. Silva, R. M.; Almeida, T. A.; and Yamakami, A. International Journal of Information Security Science, 2: 86–107. 2013.
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Multimodal Image Geocoding: The 2013 RECOD's Approach. Li, L. T.; Almeida Junior, J. G.; Penatti, O. A. B.; Calumby, R. T.; Pedronette, D. C. G.; Gonçalves, M. A.; and da Silva Torres, R. In MediaEval 2013, Barcelona, Spain, 2013. CEUR-WS.org
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Online video summarization on compressed domain. Almeida Junior, J. G.; Leite, N. J.; and da Silva Torres, R. Journal of Visual Communication and Image Representation (Print), 24: 729–738. 2013.
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Plant Species Identification with Phenological Visual Rhythms. Almeida Junior, J. G.; Santos, J. A.; de Costa Alberton, B.; Morellato, L. P. C.; and da Silva Torres, R. In 2013 IEEE 9th International Conference on e-Science, 2013. IEEE
Plant Species Identification with Phenological Visual Rhythms [link]Paper   doi   link   bibtex  
Shape-based time series analysis for remote phenology studies. da Silva Torres, R.; Hasegawa, M.; Tabbone, S.; Almeida Junior, J. G.; Santos, J. A.; de Costa Alberton, B.; and Morellato, L. P. C. In 2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS, 2013. IEEE
Shape-based time series analysis for remote phenology studies [link]Paper   doi   link   bibtex  
Towards SMS Spam Filtering: Results under a New Dataset. Almeida, T. A.; Hidalgo, J. M. G.; and da Silva, T. P. International Journal of Information Security Science, 2: 1–18. 2013.
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Uma análise do Twitter como ferramenta de apoio à aprendizagem. Torres, G. M.; Zaina, L. A. M.; and Almeida, T. A. Revista Brasileira de Computação Aplicada, 5: 85–95. 2013.
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Visual rhythm-based time series analysis for phenology studies. Almeida Junior, J. G.; Santos, J. A.; de Costa Alberton, B.; Morellato, L. P. C.; and da Silva Torres, R. In 2013 IEEE International Conference on Image Processing, 2013. IEEE
Visual rhythm-based time series analysis for phenology studies [link]Paper   doi   link   bibtex  
  2012 (20)
A Multimodal Approach for Video Geocoding. Li, L. T.; Almeida Junior, J. G.; Pedronette, D. C. G.; Penatti, O. A. B.; and da Silva Torres, R. In MediaEval 2012, Pisa, Italy, 2012. CEUR-WS.org
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A visual approach for video geocoding using bag-of-scenes. Penatti, O. A. B.; Li, L. T.; Almeida Junior, J. G.; and da Silva Torres, R. In Multimedia Retrieval (ICMR'12), New York, 2012. ACM Press
A visual approach for video geocoding using bag-of-scenes [link]Paper   doi   link   bibtex  
Aprendizagem em Redes Sociais: Uma Análise de Dados do Twitter. Torres, G. M.; Zaina, L. A. M.; and Almeida, T. A. In 18o Simpósio Brasileiro de Sistemas Multimídia e Web (WebMedia'12), 2012.
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Avaliação de Desempenho de Métodos de Classificação Aplicados na Identificação de Spam Hosts. Silva, R. M.; Vaz, A. G.; Almeida, T. A.; and Yamakami, A. iSys: Revista Brasileira de Sistemas de Informação, 5: 1–19. 2012.
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Content-Based Retrieval of Compressed Videos. Almeida Junior, J. G.; Leite, N. J.; and da Silva Torres, R. In Proceedings of the XXV SIBGRAPI (SIBGRAPI'12), Washington, DC, USA, 2012. IEEE Computer Society
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Desenvolvimento de um Modelo Conceitual de um Banco de Dados para o Projeto e-phenology. Mariano, G. C.; Almeida Junior, J. G.; de Costa Alberton, B.; da Silva Torres, R.; and Morellato, L. P. C. In Anais do XXXII CSBC (CSBC'12), Porto Alegre, RS, Brazil, 2012. Sociedade Brasileira de Computação (SBC)
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Facing the spammers: A very effective approach to avoid junk e-mails. Almeida, T. A.; and Yamakami, A. EXPERT SYSTEMS WITH APPLICATIONS, 39: 6557–6561. 2012.
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Fusion of Local and Global Descriptors for Content-Based Image and Video Retrieval. de Andrade, F. d. S. P.; Almeida Junior, J. G.; Pedrini, H.; and da Silva Torres, R. In Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications (CIARP'12), Berlin, Heidelberg, Alemanha, 2012. Springer
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Multimedia multimodal geocoding. Li, L. T.; Pedronette, D. C. G.; Almeida Junior, J. G.; Penatti, O. A. B.; Calumby, R. T.; and da Silva Torres, R. In Proceedings of the 20th International Conference on Advances in Geographic Information Systems - SIGSPATIAL '12, New York, 2012. ACM Press
Multimedia multimodal geocoding [link]Paper   doi   link   bibtex  
On the Validity of a New SMS Spam Collection. Hidalgo, J. M. G.; Almeida, T. A.; and Yamakami, A. In Proceedings of the 11th IEEE International Conference on Machine Learning and Applications (ICMLA'12), 2012.
On the Validity of a New SMS Spam Collection [link]Paper   doi   link   bibtex  
Recuperação de Vídeos Comprimidos por Conteúdo. Almeida Junior, J. G.; Leite, N. J.; and da Silva Torres, R. In Anais do 7o Workshop de Teses de Doutorado em Andamento do IC-UNICAMP (WTD-IC-UNICAMP'12), Campinas, SP, Brazil, 2012. Instituto de Computação (IC)
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Recuperação de Vídeos Comprimidos por Conteúdo. Almeida Junior, J. G.; Leite, N. J.; and da Silva Torres, R. In Anais do XXXII CSBC (CSBC'12), Porto Alegre, RS, Brazil, 2012. Sociedade Brasileira de Computação (SBC)
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Redes Neurais Artificiais para Detecção de Web Spams. Silva, R. M.; Almeida, T. A.; and Yamakami, A. In Anais do VIII Simpósio Brasileiro de Sistemas de Informação (SBSI'12), 2012.
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Remote Phenology: Applying Digital Images to Monitor Leaf Phenology in a Brazilian Cerrado Savanna. de Costa Alberton, B.; Almeida Junior, J. G.; Henneken, R.; da Silva Torres, R.; Menzel, A.; and Morellato, L. P. C. In ATBC 2012, 2012.
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Remote Phenology: Applying Digital Images to Monitor Leaf Phenology in a Brazilian Cerrado Savanna. de Costa Alberton, B.; Almeida Junior, J. G.; Henneken, R.; da Silva Torres, R.; Menzel, A.; and Morellato, L. P. C. In Phenology 2012, 2012.
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Remote phenology: Applying machine learning to detect phenological patterns in a cerrado savanna. Almeida Junior, J. G.; Santos, J. A.; de Costa Alberton, B.; da Silva Torres, R.; and Morellato, L. P. C. In 2012 IEEE 8th International Conference on E-Science, 2012. IEEE
Remote phenology: Applying machine learning to detect phenological patterns in a cerrado savanna [link]Paper   doi   link   bibtex  
Reusing a Compound-Based Infrastructure for Searching and Annotating Video Stories. Kozievitch, N. P.; Almeida Junior, J. G.; da Silva Torres, R.; Leite, N. J.; Murthy, U.; and Fox, E. A. International Journal of Multimedia Technology, 2: 89–97. 2012.
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The Assessment of the Quality of Sugar using Electronic Tongue and Machine Learning Algorithms. Sakata, T. C.; Faceli, K.; Almeida, T. A.; Junior, A. R.; and STELUTI, W. M. D. M. F. In Proceedings of the 11th IEEE International Conference on Machine Learning and Applications (ICMLA'12), 2012.
The Assessment of the Quality of Sugar using Electronic Tongue and Machine Learning Algorithms [link]Paper   doi   link   bibtex  
UNICAMP-UFMG at MediaEval 2012: Genre Tagging Task. Almeida Junior, J. G.; de Moura Salles, T. C.; Martins, É. F.; Penatti, O. A. B.; da Silva Torres, R.; Gonçalves, M. A.; and Almeida, J. M. In MediaEval 2012, Pisa, Italy, 2012. CEUR-WS.org
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VISON: VIdeo Summarization for ONline applications. Almeida Junior, J. G.; Leite, N. J.; and da Silva Torres, R. Pattern Recognition Letters, 33: 397–409. 2012.
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  2011 (10)
Comparison of Video Sequences with Histograms of Motion Patterns. Almeida Junior, J. G.; Leite, N. J.; and da Silva Torres, R. In Image Processing (ICIP'11), Washington, DC, USA, 2011. IEEE Computer Society
Comparison of Video Sequences with Histograms of Motion Patterns [link]Paper   doi   link   bibtex  
Contributions to the Study of SMS Spam Filtering: New Collection and Results. Almeida, T. A.; Hidalgo, J. M. G.; and Yamakami, A. In Proceedings of the 11th ACM Symposium on Document Engineering (DOCENG'11), 2011.
Contributions to the Study of SMS Spam Filtering: New Collection and Results [link]Paper   doi   link   bibtex  
Intuitive Video Browsing Along Hierarchical Trees. Almeida Junior, J. G.; Cáceres, S. M. P.; da Silva Torres, R.; and Leite, N. J. In Anais do II Simpósio de Processamento de Sinais da UNICAMP (SPS-UNICAMP'11), Campinas, SP, Brazil, 2011. Faculdade de Engenharia Elétrica e de Computação (FEEC)
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Navigating through Video Stories using Clustering Sets. Cáceres, S. M. P.; Almeida Junior, J. G.; de Almeida Neris, V. P.; Baranauskas, M. C. C.; Leite, N. J.; and da Silva Torres, R. International Journal of Multimedia Data Engineering and Management, 2: 1–20. 2011.
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RECOD Working Notes for Placing Task MediaEval 2011. Li, L. T.; Almeida Junior, J. G.; and da Silva Torres, R. In MediaEval 2011, Pisa, Italy, 2011. CEUR-WS.org
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Rapid Cut Detection on Compressed Video. Almeida Junior, J. G.; Leite, N. J.; and da Silva Torres, R. In Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications (CIARP'11), Berlin, Heidelberg, Alemanha, 2011. Springer
Rapid Cut Detection on Compressed Video [link]Paper   doi   link   bibtex  
Redução de Dimensionalidade Aplicada na Classificação de Spams usando Filtros Bayesianos. Almeida, T. A.; and Yamakami, A. Revista Brasileira de Computação Aplicada, 3: 16–29. 2011.
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Reusing a Compound-Based Infrastructure for Searching Video Stories. Kozievitch, N. P.; Almeida Junior, J. G.; da Silva Torres, R.; Santanchè, A.; and Leite, N. J. In Information Reuse and Integration (IEEE IRI'11), Washington, DC, USA, 2011. IEEE Computer Society
Reusing a Compound-Based Infrastructure for Searching Video Stories [link]Paper   doi   link   bibtex  
Spam filtering: how the dimensionality reduction affects the accuracy of Naive Bayes classifiers. Almeida, T. A.; Almeida, J.; and Yamakami, A. Journal of Internet Services and Applications, 1: 183–200. 2011.
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Towards a Formal Theory for Complex Objects and Content-Based Image Retrieval. Kozievitch, N. P.; Almeida Junior, J. G.; da Silva Torres, R.; Leite, N. J.; Gonçalves, M. A.; Murthy, U.; and Fox, E. A. Journal of Information and Data Management - JIDM, 2: 321–336. 2011.
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  2010 (9)
BP-tree: An Efficient Index for Similarity Search in High-Dimensional Metric Spaces. Almeida Junior, J. G.; da Silva Torres, R.; and Leite, N. J. In Information and Knowledge Management (CIKM'10), New York, NY, USA, 2010. ACM Press
BP-tree: An Efficient Index for Similarity Search in High-Dimensional Metric Spaces [link]Paper   doi   link   bibtex  
Content-Based Spam Filtering. Almeida, T. A.; and Yamakami, A. In Proceedings of the 23rd International Joint Conference on Neural Networks (IJCNN'10), 2010.
Content-Based Spam Filtering [link]Paper   doi   link   bibtex  
DAHC-tree: An Effective Index for Approximate Search in High-Dimensional Metric Spaces. Almeida Junior, J. G.; Valle, E.; da Silva Torres, R.; and Leite, N. J. Journal of Information and Data Management - JIDM, 1: 375–390. 2010.
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Estimation of Camera Parameters in Video Sequences with a Large Amount of Scene Motion. Almeida Junior, J. G.; Minetto, R.; Almeida, T. A.; da Silva Torres, R.; and Leite, N. J. In Systems, Signals and Image Processing (IWSSIP'10), Rio de Janeiro, RJ, Brazil, 2010. Editora da Universidade Federal Fluminense (EdUFF)
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Estimation of Camera Parameters in Videos Sequences with a Large Amount of Scene Motion. Almeida, J.; Minetto, R.; Almeida, T. A.; da Silva Torres, R.; and Leite, N. J. In Proceedings of the 17th International Conference on Systems, Signals and Image Processing (IWSSIP'10), 2010.
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Filtering spams using the minimum description length principle. Almeida, T. A.; Yamakami, A.; and Almeida, J. In Proceedings of the 25th ACM Symposium on Applied Computing (SAC'10), 2010.
Filtering spams using the minimum description length principle [link]Paper   doi   link   bibtex  
Rapid Video Summarization on Compressed Video. Almeida Junior, J. G.; da Silva Torres, R.; and Leite, N. J. In Multimedia (ISM'10), Washington, DC, USA, 2010. IEEE Computer Society
Rapid Video Summarization on Compressed Video [link]Paper   doi   link   bibtex  
Recuperação de Vídeos Digitais: Métodos, Propostas e Desafios. Almeida Junior, J. G.; Leite, N. J.; and da Silva Torres, R. In Anais do I Simpósio de Processamento de Sinais da UNICAMP (SPS-UNICAMP'10), Campinas, SP, Brazil, 2010. Faculdade de Engenharia Elétrica e de Computação (FEEC)
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Spam filtering: how the dimensionality reduction affects the accuracy of Naive Bayes classifiers. Almeida, T. A.; Almeida Junior, J. G.; and Yamakami, A. Journal of Internet Services and Applications, 1: 183–200. 2010.
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  2009 (6)
Evaluation of Approaches for Dimensionality Reduction Applied with Naive Bayes Anti-Spam Filters. Almeida, T. A.; Yamakami, A.; and Almeida, J. In Proceedings of the 8th IEEE International Conference on Machine Learning and Applications (ICMLA'09), Los Alamitos, CA, USA, 2009. IEEE Computer Society
Evaluation of Approaches for Dimensionality Reduction Applied with Naive Bayes Anti-Spam Filters [link]Paper   doi   link   bibtex  
Programação Multi-Objetivo Irrestrita com Incertezas. Silva, R. C.; and Almeida, T. A. In Simpósio Brasileiro de Pesquisa Operacional (SBPO'09), 2009.
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Robust Estimation of Camera Motion Using Optical Flow Models. Almeida Junior, J. G.; Minetto, R.; Almeida, T. A.; da Silva Torres, R.; and Leite, N. J. In Advances in Visual Computing (ISVC'09), Berlin, Heidelberg, Alemanha, 2009. Springer
Robust Estimation of Camera Motion Using Optical Flow Models [link]Paper   doi   link   bibtex  
SIFT applied to CBIR. Almeida Junior, J. G.; da Silva Torres, R.; and Goldenstein, S. K. Revista de Sistemas de Informação da FSMA, 4: 41–48. 2009.
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Sistema Imunológico Artificial aplicado ao Problema Generalizado de Atribuição. Almeida, T. A.; Dias, C. H.; Almeida, J.; Silva, R. C.; and Yamakami, A. In Simpósio Brasileiro de Pesquisa Operacional (SBPO'09), 2009.
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Sistema Imunológico Artificial aplicado ao Problema Generalizado de Atribuição. Almeida, T. A.; Dias, C. H.; Almeida Junior, J. G.; Silva, R. C.; and Yamakami, A. In Anais do XLI SBPO (SBPO'09), Rio de Janeiro, RJ, Brazil, 2009. Sociedade Brasileira de Pesquisa Operacional (SOBRAPO)
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  2008 (4)
Efficient and Flexible Cluster-and-Search for CBIR. de Rezende Rocha, A.; Almeida Junior, J. G.; da Silva Torres, R.; and Goldenstein, S. K. In Advanced Concepts for Intelligent Vision Systems (ACIVS'08), Berlin, Heidelberg, Alemanha, 2008. Springer
Efficient and Flexible Cluster-and-Search for CBIR [link]Paper   doi   link   bibtex  
Immune-inspired algorithm to find the set of k-spanning trees with lowest costs in graphs with fuzzy parameters. Almeida, T. A.; and Yamakami, A. In Proceedings of the 27th North American Fuzzy Information Processing Society's Conference (NAFIPS'08), 2008.
Immune-inspired algorithm to find the set of k-spanning trees with lowest costs in graphs with fuzzy parameters [link]Paper   doi   link   bibtex  
Making colors worth more than a thousand words. Almeida Junior, J. G.; de Rezende Rocha, A.; da Silva Torres, R.; and Goldenstein, S. K. In Applied Computing (ACM SAC' 08), New York, NY, USA, 2008. ACM Press
Making colors worth more than a thousand words [link]Paper   doi   link   bibtex  
Recuperação de Imagens: Desafios e Novos Rumos. da Silva Torres, R.; Zegarra, J. A. M.; Ferreira, C. D.; Penatti, O. A. B.; Andaló, F. A.; and Almeida Junior, J. G. In Anais do XXXV SEMISH (SEMISH'08), Porto Alegre, RS, Brazil, 2008. Sociedade Brasileira de Computação (SBC)
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  2007 (4)
An Evolutionary Approach to Find the Set of k-Spanning Trees with Lowest Costs in Graphs with Fuzzy Parameters. Almeida, T. A.; and Yamakami, A. In 10th Joint Conference on Information Sciences (JCIS'07), 2007. World Scientific Publishing Co. Pte. Ltd.
An Evolutionary Approach to Find the Set of k-Spanning Trees with Lowest Costs in Graphs with Fuzzy Parameters [link]Paper   doi   link   bibtex  
Artificial Immune System to Find a Set of k-Spanning Trees with Low Costs and Distinct Topologies. Berbert, P. C.; Freitas Filho, L. J. R.; Almeida, T. A.; Carvalho, M. B.; and Yamakami, A. In Lecture Notes in Computer Science, pages 395–406. Springer Berlin Heidelberg, 1 edition, 2007.
Artificial Immune System to Find a Set of k-Spanning Trees with Low Costs and Distinct Topologies [link]Paper   doi   link   bibtex  
Sistema imunológico artificial para resolver o problema da árvore geradora mínima com parâmetros fuzzy. Almeida, T. A.; Yamakami, A.; and Takahashi, M. T. Pesquisa Operacional (Impresso), 27: 131–154. 2007.
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Um Método Híbrido de Agrupamento para Recuperação de Informação. Almeida Junior, J. G.; Goldenstein, S. K.; and da Silva Torres, R. In Anais do 3o Workshop de Teses de Doutorado em Andamento do IC-UNICAMP (WTD-IC-UNICAMP'07), Campinas, SP, Brazil, 2007. Instituto de Computação (IC)
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  2005 (1)
An Evolutionary Approach to Solve Minimum Spanning Tree Problem with Fuzzy Parameters. Almeida, T. A.; Yamakami, A.; and Takahashi, M. T. In Proceedings of the International Conference on Computational Intelligence for Modelling, Control and Automation (CIMCA'05), Los Alamitos, CA, USA, 2005. IEEE Computer Society
An Evolutionary Approach to Solve Minimum Spanning Tree Problem with Fuzzy Parameters [link]Paper   doi   link   bibtex  
  2004 (3)
Ferramenta para Apoio ao Ensino de Física Básica. de Oliveira, M. P. S.; Almeida Junior, J. G.; Ulson, R. S.; Cavenaghi, M. A.; Lobato, R. S.; and Marana, A. N. In Anais do XV SBIE (SBIE'04), Porto Alegre, RS, Brazil, 2004. Sociedade Brasileira de Computação (SBC)
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Mecanismo de Busca de Imagens por Análise de Conteúdo. Drumond, F. L.; Almeida Junior, J. G.; de Oliveira, M. P. S.; Marar, J. F.; and Yonezawa, W. M. In 12º Simpósio Internacional de Iniciação Científica da USP, 2004.
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Paralelização de um Simulador Sequencial. Almeida Junior, J. G.; Cavenaghi, M. A.; Marana, A. N.; and Ulson, R. S. In 12º Simpósio Internacional de Iniciação Científica da USP, 2004.
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  2003 (6)
Desenvolvimento de Applets para Apoio ao Aprendizado de Física no Ensino Médio. de Oliveira, M. P. S.; Almeida Junior, J. G.; Cavenaghi, M. A.; and Ulson, R. S. In 11º Simpósio Internacional de Iniciação Científica da USP, 2003.
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Distributed Texture Segmentation using Cluster of Computer. Marana, A. N.; Cavenaghi, M. A.; Ulson, R. S.; Drumond, F. L.; Almeida Junior, J. G.; and de Oliveira, M. P. S. In Computação de Alto Desempenho para Sistemas Complexos, 2003.
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Monitoração de Multidões em Ambientes Paralelos. Drumond, F. L.; Almeida Junior, J. G.; de Oliveira, M. P. S.; Cavenaghi, M. A.; Ulson, R. S.; and Marana, A. N. In XV Congresso de Iniciação Científica da UNESP, 2003.
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Paralelização de um Algoritmo de Processamento de Imagens usando Mosix. Almeida Junior, J. G.; Cavenaghi, M. A.; Marana, A. N.; and Ulson, R. S. In 11º Simpósio Internacional de Iniciação Científica da USP, 2003.
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Paralelização do Algoritmo de Matriz de Coocorrências em Mosix. Almeida Junior, J. G.; Cavenaghi, M. A.; Drumond, F. L.; de Oliveira, M. P. S.; Marana, A. N.; and Ulson, R. S. In XV Congresso de Iniciação Científica da UNESP, 2003.
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Um Algoritmo Paralelo para Análise de Texturas utlizando Ambientes de Passagem de Mensagens. de Oliveira, M. P. S.; Almeida Junior, J. G.; Drumond, F. L.; Cavenaghi, M. A.; Ulson, R. S.; and Marana, A. N. In XV Congresso de Iniciação Científica da UNESP, 2003.
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